Ixyle
Skill drill

ML Basics

Linear / tree models · evaluation · features

What this skill is about

Linear / tree models · evaluation · features

Topics we drill

  • Linear vs tree-based models
  • Train/val/test splits
  • Bias-variance trade-off
  • Feature engineering
  • Evaluation metrics + class imbalance

Why this matters at interviews

Real interviewers don’t just check if you know the syntax — they probe whether you’ve used the concept under production pressure. Our drills mirror that. Adaptive difficulty, named anti-patterns called out as you go, and a senior-staff voice that teaches the production vocabulary rather than dumbing it down.

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